Search Results for author: Hai-Vy Nguyen

Found 2 papers, 0 papers with code

Large Margin Discriminative Loss for Classification

no code implementations28 May 2024 Hai-Vy Nguyen, Fabrice Gamboa, Sixin Zhang, Reda Chhaibi, Serge Gratton, Thierry Giaccone

This loss boosts the discriminative power of neural nets, represented by intra-class compactness and inter-class separability.

Classification

Combining Statistical Depth and Fermat Distance for Uncertainty Quantification

no code implementations12 Apr 2024 Hai-Vy Nguyen, Fabrice Gamboa, Reda Chhaibi, Sixin Zhang, Serge Gratton, Thierry Giaccone

The method is applicable to any classification model as it is applied directly in feature space at test time and does not intervene in training process.

Uncertainty Quantification

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